{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"-1\"\n",
    "import audio_utilities\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Audio\n",
    "import librosa\n",
    "from librosa import display\n",
    "import numpy as np\n",
    "import sklearn\n",
    "audio_utilities.ensure_audio()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16000\n"
     ]
    }
   ],
   "source": [
    "SR = 16000\n",
    "src_clean, _ = librosa.load('audio/clean/sp01.wav', sr=SR, mono=True)\n",
    "src_noise, _ = librosa.load('audio/airport_10dB/sp01_airport_sn10.wav', sr=SR, mono=True)\n",
    "print(SR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1163af1d0>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(src_noise)\n",
    "plt.plot(src_clean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fourier Transforms Visualized\n",
    "\n",
    "http://www.jezzamon.com/fourier/index.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.stft(src_clean)\n",
    "clean = librosa.amplitude_to_db(np.abs(librosa.stft(src_clean[:3*SR])), ref=np.max)\n",
    "noise = librosa.amplitude_to_db(np.abs(librosa.stft(src_noise[:3*SR])), ref=np.max)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.subplot(4, 2, 1)\n",
    "display.specshow(clean, y_axis='log', sr=SR)\n",
    "plt.colorbar(format='%+2.0f dB')\n",
    "plt.subplot(4, 2, 2)\n",
    "display.specshow(noise, y_axis='log',  sr=SR)\n",
    "plt.colorbar(format='%+2.0f dB')\n",
    "Audio(src_clean, rate=SR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(src_noise, rate=SR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c335b70>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfcc_clean = librosa.feature.mfcc(src_clean, sr=SR, n_mfcc=20)\n",
    "mfcc_noise = librosa.feature.mfcc(src_noise, sr=SR, n_mfcc=20)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.subplot(4, 2, 1)\n",
    "display.specshow(mfcc_clean, x_axis='time')\n",
    "plt.colorbar()\n",
    "plt.subplot(4, 2, 2)\n",
    "display.specshow(mfcc_noise, x_axis='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x106214400>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display.specshow(sklearn.preprocessing.scale(mfcc_clean, axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
